Active Learning for Transductive Support Vector Machines with Applications to Text Classification

来源 :计算机科学 | 被引量 : 0次 | 上传用户:sumriver
下载到本地 , 更方便阅读
声明 : 本文档内容版权归属内容提供方 , 如果您对本文有版权争议 , 可与客服联系进行内容授权或下架
论文部分内容阅读
This paper presents a novel active learning approach for transductive support vector machines with applications to text classification. The concept of the centroid of the support vectors is proposed so that the selective sampling based on measuring the distance from the unlabeled samples to the centroid is feasible and simple to compute. With additional hypothesis, active learning offers better performance with comparison to regular inductive SVMs and transductive SVMs with random sampling,and it is even competitive to transductive SVMs on all available training data. Experimental results prove that our approach is efficient and easy to implement.
其他文献
山西商人独特的经营形式已经创造了当时商业的神奇。从非正式约束角度来分析,在集体文化形态中的集体惩戒机制下,股东与经理之间信任与忠诚的关系是一个重要因素。 The uniq
Cattle are arguably the most important livestock species. Since the beginning of this century, the loss of genetic diversity within this species has been a majo
福建省高校智库建设起步晚,但发展较为迅速,该文分析了福建高校智库的基本情况和建设成效,归纳了智库建设中存在的问题和福建省高校智库高质量发展需要,从顶层设计、体制及机
船舶下水是船舶建造过程中的重要环节,不同类型的船舶,下水时考虑的安全措施和侧重点不一样。斜船台重力式(油脂)下水过程中,当船体浮于水面后,滑板向船舷两侧外翻,浮于水面
医师多点执业是我国新医改中的重要举措之一,旨在促进优秀医师人才合理流动,缓解“看病贵”“看病难”问题。该文基于SWOT理论分析推广医师多点执业的优势、劣势和机会、威胁
本文在分析内陆边疆口岸果蔬物流商品特征及发展模式影响因素的基础上,以霍尔果斯口岸为例研究了该口岸现有的几种果蔬物流模式及存在的问题。提出一种以区域中转中心为核心
Reduced walleye (<i></span><i><span style="font-family:Verdana;">Sander vitreus</span></i><span style="font-family:Verdana;"></i></span><span style="font-family
Nanoparticle reinforced nickel matrix composite coatings, such as n-Al2O3/Ni, n-SiO2/Ni, n-SiC/Ni and n-TiO2/Ni, were fabricated by brush plating technique. Har
随着经济的发展和"互联网+"时代的到来,现代信息技术在经济社会中扮演着越来越重要的角色。但是由于经济发展、媒体歧视、人员素养、基础设施建设等诸多因素的影响,造成我国
 理论分析了影响射频/微波MEMS电容开关寿命的因素:介质内的电场强度和可动薄膜对介质膜的冲击速度。用三种不同的偏置电压,对介质内电场强度和可动薄膜对介质膜的冲击速度